{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import h5py\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    }
   ],
   "source": [
    "with h5py.File('/home/timodw/IDLab/Digihealth-Asia/cardiovascular_monitoring/ugent/heartbeat_classification/processed_data/training_snapshots/mit_standard/fold_0/train.hdf5') as hdf5_dataset:\n",
    "    sample_i = 32153\n",
    "    X_sample = hdf5_dataset['X'][sample_i, :, 0]\n",
    "    X_cwt_sample = hdf5_dataset['X_cwt'][sample_i, :400, :-1].T\n",
    "    plt.plot(X_sample)\n",
    "    plt.show()\n",
    "    plt.imshow(X_cwt_sample)\n",
    "    plt.show()\n",
    "    print(hdf5_dataset['y'][sample_i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
